Files
llama_mit_vision/llamaVisionApp.py
2024-11-11 08:36:04 +01:00

80 lines
2.9 KiB
Python

import tkinter as tk
from tkinter import filedialog, scrolledtext
import ollama
from PIL import Image
import fitz # PyMuPDF library for handling PDFs
import io
import base64
class LlamaVisionApp:
def __init__(self, master):
self.master = master
master.title("Llama Vision Interface")
# File upload button
self.upload_button = tk.Button(master, text="Upload File", command=self.upload_file)
self.upload_button.pack(pady=10)
# Display selected filename
self.filename_label = tk.Label(master, text="No file selected")
self.filename_label.pack()
# Question input
self.question_entry = tk.Entry(master, width=50)
self.question_entry.pack(pady=10)
self.question_entry.insert(0, "What is in this image?")
# Submit button
self.submit_button = tk.Button(master, text="Submit", command=self.submit_question)
self.submit_button.pack()
# Response display - now 3 times larger
self.response_text = scrolledtext.ScrolledText(master, width=60, height=30) # Height increased from 10 to 30
self.response_text.pack(pady=10)
self.file_path = None
self.image_data = None
def upload_file(self):
self.file_path = filedialog.askopenfilename(filetypes=[("Image files", "*.png *.jpg *.jpeg *.gif"), ("PDF files", "*.pdf")])
if self.file_path:
self.filename_label.config(text=f"Selected file: {self.file_path}")
self.load_file()
def load_file(self):
if self.file_path.lower().endswith(('.png', '.jpg', '.jpeg', '.gif')):
with open(self.file_path, "rb") as image_file:
self.image_data = base64.b64encode(image_file.read()).decode('utf-8')
elif self.file_path.lower().endswith('.pdf'):
pdf_document = fitz.open(self.file_path)
first_page = pdf_document[0]
image = first_page.get_pixmap()
img = Image.frombytes("RGB", [image.width, image.height], image.samples)
buffer = io.BytesIO()
img.save(buffer, format="PNG")
self.image_data = base64.b64encode(buffer.getvalue()).decode('utf-8')
pdf_document.close()
def submit_question(self):
if not self.image_data:
self.response_text.insert(tk.END, "Please upload an image or PDF first.\n")
return
question = self.question_entry.get()
try:
response = ollama.chat(
model='llama3.2-vision',
messages=[{
'role': 'user',
'content': question,
'images': [self.image_data]
}]
)
self.response_text.insert(tk.END, f"Q: {question}\nA: {response['message']['content']}\n\n")
except Exception as e:
self.response_text.insert(tk.END, f"Error: {str(e)}\n")
root = tk.Tk()
app = LlamaVisionApp(root)
root.mainloop()